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Seeing Structure, Sitting Alone When new projects came in with messy requirements, vague ambitions, half-formed ideas - my mind would automatically start pulling them apart. Not aggressively, not to simplify them away, but to understand what actually needed to exist for the thing to work. I never named this process. I never formalised it. It wasn’t something I learned from a book or a framework. It was just how I learned to survive delivery. Only much later did I realise tha
Samrat Biswas
1 day ago5 min read


VL-JEPA: From Mimicking Language to Modeling Meaning
31st December 2025, Samrat Biswas (SamB) Every once in a while, something makes us step back and rethink assumptions we didn't know we had. This week, for me, it was a fascinating research paper and a question: how did we arrive here with AI? First, we taught machines to recognize patterns of various complexity and match. Then to generate text. Then images. Then video. Each step felt like the ceiling, until it wasn’t. But somewhere along the way, we settled into a rhythm: p
Samrat Biswas
6 days ago7 min read
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